😊 Python module for face feature changing

Related tags

Deep Learningpywarping
Overview

PyWarping

Python module for face feature changing

Installation

pip install pywarping

If you get an error: No such file or directory: 'cmake': 'cmake', you need to make sure cmake is installed. If you're on OSX you can install this via Homebrew with:

brew install cmake

For other platforms please consult the Cmake documentation at https://cmake.org/install/

Usage

For each face in an image define what actions are to be performed on it, pywarping will do the rest. Check out the docs here.

Minimal Example

import matplotlib.pyplot as plt

from pywarping.actions import Chubby, Multiple, Pipeline, Smile
from pywarping.detect import LandmarkFace

img_path = 'path/to/your/image'
img = plt.imread(img_path)

lf = LandmarkFace.estimate(img)

a_per_face = Pipeline([Chubby(), Smile()])
a_all = Multiple(a_per_face)

new_lf, _ = a_all.perform(lf)
new_lf.plot(show_landmarks=False, show_numbers=False)

CLI

pywarping also comes with a CLI that exposes some of its functionality. You can list the commands with pw --help:

Usage: pw [OPTIONS] COMMAND [ARGS]...

  Automated face warping tool.

Options:
  --help  Show this message and exit.

Commands:
  list     List available actions.
  perform  Take an action.

To perform an action (Smile in the example below) and plot the result on the screen

pw perform Smile INPUT_IMG_PATH

or if you want to create a new image and save it

pw perform Smile INPUT_IMG_PATH OUTPUT_IMG_PATH

Notes

By default we are using a pretrained landmark model from https://github.com/davisking/dlib-models.

License

This Project Has Been MIT Licensed

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Comments
  • Cant seem to install pywarping

    Cant seem to install pywarping

    This is the error when I try to install it with pip(Pip version 21.1.2, python version 3.9.1)

    `Collecting pywarping Using cached pywarping-0.2-py3-none-any.whl Requirement already satisfied: scikit-image in c:\users\saketh\appdata\local\programs\python\python39\lib\site-packages (from pywarping) (0.18.2) Requirement already satisfied: opencv-python in c:\users\saketh\appdata\local\programs\python\python39\lib\site-packages (from pywarping) (4.5.2.52) Requirement already satisfied: matplotlib>=2.0.0 in c:\users\saketh\appdata\local\programs\python\python39\lib\site-packages (from pywarping) (3.4.2) Collecting dlib Using cached dlib-19.22.0.tar.gz (7.4 MB) Requirement already satisfied: click>=7.0 in c:\users\saketh\appdata\local\programs\python\python39\lib\site-packages (from pywarping) (7.1.2) Requirement already satisfied: numpy>=1.16.4 in c:\users\saketh\appdata\local\programs\python\python39\lib\site-packages (from pywarping) (1.20.0) Requirement already satisfied: kiwisolver>=1.0.1 in c:\users\saketh\appdata\local\programs\python\python39\lib\site-packages (from matplotlib>=2.0.0->pywarping) (1.3.1) Requirement already satisfied: pyparsing>=2.2.1 in c:\users\saketh\appdata\local\programs\python\python39\lib\site-packages (from matplotlib>=2.0.0->pywarping) (2.4.7) Requirement already satisfied: cycler>=0.10 in c:\users\saketh\appdata\local\programs\python\python39\lib\site-packages (from matplotlib>=2.0.0->pywarping) (0.10.0) Requirement already satisfied: pillow>=6.2.0 in c:\users\saketh\appdata\local\programs\python\python39\lib\site-packages (from matplotlib>=2.0.0->pywarping) (8.1.2) Requirement already satisfied: python-dateutil>=2.7 in c:\users\saketh\appdata\local\programs\python\python39\lib\site-packages (from matplotlib>=2.0.0->pywarping) (2.8.1) Requirement already satisfied: six in c:\users\saketh\appdata\local\programs\python\python39\lib\site-packages (from cycler>=0.10->matplotlib>=2.0.0->pywarping) (1.15.0) Requirement already satisfied: networkx>=2.0 in c:\users\saketh\appdata\local\programs\python\python39\lib\site-packages (from scikit-image->pywarping) (2.5.1) Requirement already satisfied: scipy>=1.0.1 in c:\users\saketh\appdata\local\programs\python\python39\lib\site-packages (from scikit-image->pywarping) (1.6.3) Requirement already satisfied: imageio>=2.3.0 in c:\users\saketh\appdata\local\programs\python\python39\lib\site-packages (from scikit-image->pywarping) (2.9.0) Requirement already satisfied: tifffile>=2019.7.26 in c:\users\saketh\appdata\local\programs\python\python39\lib\site-packages (from scikit-image->pywarping) (2021.6.14) Requirement already satisfied: PyWavelets>=1.1.1 in c:\users\saketh\appdata\local\programs\python\python39\lib\site-packages (from scikit-image->pywarping) (1.1.1) Requirement already satisfied: decorator<5,>=4.3 in c:\users\saketh\appdata\local\programs\python\python39\lib\site-packages (from networkx>=2.0->scikit-image->pywarping) (4.4.2) Building wheels for collected packages: dlib Building wheel for dlib (setup.py) ... error ERROR: Command errored out with exit status 1: command: 'c:\users\saketh\appdata\local\programs\python\python39\python.exe' -u -c 'import io, os, sys, setuptools, tokenize; sys.argv[0] = '"'"'C:\Users\saketh\AppData\Local\Temp\pip-install-n2rkpdbi\dlib_d0a2d4f321944269b438c57829027f12\setup.py'"'"'; file='"'"'C:\Users\saketh\AppData\Local\Temp\pip-install-n2rkpdbi\dlib_d0a2d4f321944269b438c57829027f12\setup.py'"'"';f = getattr(tokenize, '"'"'open'"'"', open)(file) if os.path.exists(file) else io.StringIO('"'"'from setuptools import setup; setup()'"'"');code = f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, file, '"'"'exec'"'"'))' bdist_wheel -d 'C:\Users\saketh\AppData\Local\Temp\pip-wheel-3lg422aj' cwd: C:\Users\saketh\AppData\Local\Temp\pip-install-n2rkpdbi\dlib_d0a2d4f321944269b438c57829027f12
    Complete output (58 lines): running bdist_wheel running build running build_py package init file 'tools\python\dlib_init_.py' not found (or not a regular file) running build_ext Building extension for Python 3.9.1 (tags/v3.9.1:1e5d33e, Dec 7 2020, 17:08:21) [MSC v.1927 64 bit (AMD64)] Invoking CMake setup: 'cmake C:\Users\saketh\AppData\Local\Temp\pip-install-n2rkpdbi\dlib_d0a2d4f321944269b438c57829027f12\tools\python -DCMAKE_LIBRARY_OUTPUT_DIRECTORY=C:\Users\saketh\AppData\Local\Temp\pip-install-n2rkpdbi\dlib_d0a2d4f321944269b438c57829027f12\build\lib.win-amd64-3.9 -DPYTHON_EXECUTABLE=c:\users\saketh\appdata\local\programs\python\python39\python.exe -DCMAKE_LIBRARY_OUTPUT_DIRECTORY_RELEASE=C:\Users\saketh\AppData\Local\Temp\pip-install-n2rkpdbi\dlib_d0a2d4f321944269b438c57829027f12\build\lib.win-amd64-3.9 -A x64' -- Building for: NMake Makefiles CMake Error at CMakeLists.txt:5 (message):

    !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!


You must use Visual Studio to build a python extension on windows.  If you
are getting this error it means you have not installed Visual C++.  Note
that there are many flavors of Visual Studio, like Visual Studio for C#
development.  You need to install Visual Studio for C++.


!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!

    -- Configuring incomplete, errors occurred! Traceback (most recent call last): File "", line 1, in File "C:\Users\saketh\AppData\Local\Temp\pip-install-n2rkpdbi\dlib_d0a2d4f321944269b438c57829027f12\setup.py", line 222, in setup( File "c:\users\saketh\appdata\local\programs\python\python39\lib\site-packages\setuptools_init_.py", line 153, in setup return distutils.core.setup(**attrs) File "c:\users\saketh\appdata\local\programs\python\python39\lib\distutils\core.py", line 148, in setup dist.run_commands() File "c:\users\saketh\appdata\local\programs\python\python39\lib\distutils\dist.py", line 966, in run_commands self.run_command(cmd) File "c:\users\saketh\appdata\local\programs\python\python39\lib\distutils\dist.py", line 985, in run_command cmd_obj.run() File "c:\users\saketh\appdata\local\programs\python\python39\lib\site-packages\wheel\bdist_wheel.py", line 299, in run self.run_command('build') File "c:\users\saketh\appdata\local\programs\python\python39\lib\distutils\cmd.py", line 313, in run_command self.distribution.run_command(command) File "c:\users\saketh\appdata\local\programs\python\python39\lib\distutils\dist.py", line 985, in run_command cmd_obj.run() File "c:\users\saketh\appdata\local\programs\python\python39\lib\distutils\command\build.py", line 135, in run self.run_command(cmd_name) File "c:\users\saketh\appdata\local\programs\python\python39\lib\distutils\cmd.py", line 313, in run_command self.distribution.run_command(command) File "c:\users\saketh\appdata\local\programs\python\python39\lib\distutils\dist.py", line 985, in run_command cmd_obj.run() File "C:\Users\saketh\AppData\Local\Temp\pip-install-n2rkpdbi\dlib_d0a2d4f321944269b438c57829027f12\setup.py", line 134, in run self.build_extension(ext) File "C:\Users\saketh\AppData\Local\Temp\pip-install-n2rkpdbi\dlib_d0a2d4f321944269b438c57829027f12\setup.py", line 171, in build_extension subprocess.check_call(cmake_setup, cwd=build_folder) File "c:\users\saketh\appdata\local\programs\python\python39\lib\subprocess.py", line 373, in check_call raise CalledProcessError(retcode, cmd) subprocess.CalledProcessError: Command '['cmake', 'C:\Users\saketh\AppData\Local\Temp\pip-install-n2rkpdbi\dlib_d0a2d4f321944269b438c57829027f12\tools\python', '-DCMAKE_LIBRARY_OUTPUT_DIRECTORY=C:\Users\saketh\AppData\Local\Temp\pip-install-n2rkpdbi\dlib_d0a2d4f321944269b438c57829027f12\build\lib.win-amd64-3.9', '-DPYTHON_EXECUTABLE=c:\users\saketh\appdata\local\programs\python\python39\python.exe', '-DCMAKE_LIBRARY_OUTPUT_DIRECTORY_RELEASE=C:\Users\saketh\AppData\Local\Temp\pip-install-n2rkpdbi\dlib_d0a2d4f321944269b438c57829027f12\build\lib.win-amd64-3.9', '-A', 'x64']' returned non-zero exit status 1.

    ERROR: Failed building wheel for dlib Running setup.py clean for dlib Failed to build dlib Installing collected packages: dlib, pywarping Running setup.py install for dlib ... error ERROR: Command errored out with exit status 1: command: 'c:\users\saketh\appdata\local\programs\python\python39\python.exe' -u -c 'import io, os, sys, setuptools, tokenize; sys.argv[0] = '"'"'C:\Users\saketh\AppData\Local\Temp\pip-install-n2rkpdbi\dlib_d0a2d4f321944269b438c57829027f12\setup.py'"'"'; file='"'"'C:\Users\saketh\AppData\Local\Temp\pip-install-n2rkpdbi\dlib_d0a2d4f321944269b438c57829027f12\setup.py'"'"';f = getattr(tokenize, '"'"'open'"'"', open)(file) if os.path.exists(file) else io.StringIO('"'"'from setuptools import setup; setup()'"'"');code = f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, file, '"'"'exec'"'"'))' install --record 'C:\Users\saketh\AppData\Local\Temp\pip-record-j6g7aj6l\install-record.txt' --single-version-externally-managed --compile --install-headers 'c:\users\saketh\appdata\local\programs\python\python39\Include\dlib' cwd: C:\Users\saketh\AppData\Local\Temp\pip-install-n2rkpdbi\dlib_d0a2d4f321944269b438c57829027f12
    Complete output (60 lines): running install running build running build_py package init file 'tools\python\dlib_init_.py' not found (or not a regular file) running build_ext Building extension for Python 3.9.1 (tags/v3.9.1:1e5d33e, Dec 7 2020, 17:08:21) [MSC v.1927 64 bit (AMD64)] Invoking CMake setup: 'cmake C:\Users\saketh\AppData\Local\Temp\pip-install-n2rkpdbi\dlib_d0a2d4f321944269b438c57829027f12\tools\python -DCMAKE_LIBRARY_OUTPUT_DIRECTORY=C:\Users\saketh\AppData\Local\Temp\pip-install-n2rkpdbi\dlib_d0a2d4f321944269b438c57829027f12\build\lib.win-amd64-3.9 -DPYTHON_EXECUTABLE=c:\users\saketh\appdata\local\programs\python\python39\python.exe -DCMAKE_LIBRARY_OUTPUT_DIRECTORY_RELEASE=C:\Users\saketh\AppData\Local\Temp\pip-install-n2rkpdbi\dlib_d0a2d4f321944269b438c57829027f12\build\lib.win-amd64-3.9 -A x64' -- Building for: NMake Makefiles CMake Error at CMakeLists.txt:5 (message):

      !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!


  You must use Visual Studio to build a python extension on windows.  If you
  are getting this error it means you have not installed Visual C++.  Note
  that there are many flavors of Visual Studio, like Visual Studio for C#
  development.  You need to install Visual Studio for C++.


  !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!




-- Configuring incomplete, errors occurred!
Traceback (most recent call last):
  File "<string>", line 1, in <module>
  File "C:\Users\saketh\AppData\Local\Temp\pip-install-n2rkpdbi\dlib_d0a2d4f321944269b438c57829027f12\setup.py", line 222, in <module>
    setup(
  File "c:\users\saketh\appdata\local\programs\python\python39\lib\site-packages\setuptools\__init__.py", line 153, in setup
    return distutils.core.setup(**attrs)
  File "c:\users\saketh\appdata\local\programs\python\python39\lib\distutils\core.py", line 148, in setup
    dist.run_commands()
  File "c:\users\saketh\appdata\local\programs\python\python39\lib\distutils\dist.py", line 966, in run_commands
    self.run_command(cmd)
  File "c:\users\saketh\appdata\local\programs\python\python39\lib\distutils\dist.py", line 985, in run_command
    cmd_obj.run()
  File "c:\users\saketh\appdata\local\programs\python\python39\lib\site-packages\setuptools\command\install.py", line 61, in run
    return orig.install.run(self)
  File "c:\users\saketh\appdata\local\programs\python\python39\lib\distutils\command\install.py", line 546, in run
    self.run_command('build')
  File "c:\users\saketh\appdata\local\programs\python\python39\lib\distutils\cmd.py", line 313, in run_command
    self.distribution.run_command(command)
  File "c:\users\saketh\appdata\local\programs\python\python39\lib\distutils\dist.py", line 985, in run_command
    cmd_obj.run()
  File "c:\users\saketh\appdata\local\programs\python\python39\lib\distutils\command\build.py", line 135, in run
    self.run_command(cmd_name)
  File "c:\users\saketh\appdata\local\programs\python\python39\lib\distutils\cmd.py", line 313, in run_command
    self.distribution.run_command(command)
  File "c:\users\saketh\appdata\local\programs\python\python39\lib\distutils\dist.py", line 985, in run_command
    cmd_obj.run()
  File "C:\Users\saketh\AppData\Local\Temp\pip-install-n2rkpdbi\dlib_d0a2d4f321944269b438c57829027f12\setup.py", line 134, in run
    self.build_extension(ext)
  File "C:\Users\saketh\AppData\Local\Temp\pip-install-n2rkpdbi\dlib_d0a2d4f321944269b438c57829027f12\setup.py", line 171, in build_extension
    subprocess.check_call(cmake_setup, cwd=build_folder)
  File "c:\users\saketh\appdata\local\programs\python\python39\lib\subprocess.py", line 373, in check_call
    raise CalledProcessError(retcode, cmd)
subprocess.CalledProcessError: Command '['cmake', 'C:\\Users\\saketh\\AppData\\Local\\Temp\\pip-install-n2rkpdbi\\dlib_d0a2d4f321944269b438c57829027f12\\tools\\python', '-DCMAKE_LIBRARY_OUTPUT_DIRECTORY=C:\\Users\\saketh\\AppData\\Local\\Temp\\pip-install-n2rkpdbi\\dlib_d0a2d4f321944269b438c57829027f12\\build\\lib.win-amd64-3.9', '-DPYTHON_EXECUTABLE=c:\\users\\saketh\\appdata\\local\\programs\\python\\python39\\python.exe', '-DCMAKE_LIBRARY_OUTPUT_DIRECTORY_RELEASE=C:\\Users\\saketh\\AppData\\Local\\Temp\\pip-install-n2rkpdbi\\dlib_d0a2d4f321944269b438c57829027f12\\build\\lib.win-amd64-3.9', '-A', 'x64']' returned non-zero exit status 1.
----------------------------------------

    ERROR: Command errored out with exit status 1: 'c:\users\saketh\appdata\local\programs\python\python39\python.exe' -u -c 'import io, os, sys, setuptools, tokenize; sys.argv[0] = '"'"'C:\Users\saketh\AppData\Local\Temp\pip-install-n2rkpdbi\dlib_d0a2d4f321944269b438c57829027f12\setup.py'"'"'; file='"'"'C:\Users\saketh\AppData\Local\Temp\pip-install-n2rkpdbi\dlib_d0a2d4f321944269b438c57829027f12\setup.py'"'"';f = getattr(tokenize, '"'"'open'"'"', open)(file) if os.path.exists(file) else io.StringIO('"'"'from setuptools import setup; setup()'"'"');code = f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, file, '"'"'exec'"'"'))' install --record 'C:\Users\saketh\AppData\Local\Temp\pip-record-j6g7aj6l\install-record.txt' --single-version-externally-managed --compile --install-headers 'c:\users\saketh\appdata\local\programs\python\python39\Include\dlib' Check the logs for full command output.`

    opened by RandomTextWritten 3
  • Error in using pywarping

    Error in using pywarping

    I have finally downloaded visual studio 2019 C++(finally) aaaand I get this error :C

    Exception has occurred: AttributeError module 'urllib' has no attribute 'request' File "C:\Users\saketh\OneDrive\Documents\Code\Python\pywarpingtest.py", line 12, in <module> lf = LandmarkFace.estimate(img)

    opened by RandomTextWritten 6
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Multiple Object Extraction from Aerial Imagery with Convolutional Neural Networks

This is an implementation of Volodymyr Mnih's dissertation methods on his Massachusetts road & building dataset and my original methods that are publi

Shunta Saito 255 Sep 07, 2022